huggingface / autotrain-advanced Conditional Complexity

Intro

Conditional complexity (also called cyclomatic complexity) is a term used to measure the complexity of software. The term refers to the number of possible paths through a program function. A higher value ofter means higher maintenance and testing costs (infosecinstitute.com).
Conditional complexity is calculated by counting all conditions in the program that can affect the execution path (e.g. if statement, loops, switches, and/or operators, try and catch blocks...).
Conditional complexity is measured at the unit level (methods, functions...).
Units are classified in four categories based on the measured McCabe index: 1-5 (simple units), 6-10 (medium complex units), 11-25 (complex units), 26+ (very complex units).

Learn more...

Conditional Complexity Overall

There are 413 units with 11,079 lines of code in units (70.6% of code).

4 very complex units (1,144 lines of code)
10 complex units (1,461 lines of code)
43 medium complex units (2,414 lines of code)
70 simple units (2,027 lines of code)
286 very simple units (4,033 lines of code)

Legend:

51+

26-50

11-25

6-10

1-5

Alternative Visuals

3D view of all units

Conditional Complexity per Extension

51+

26-50

11-25

6-10

1-5

Conditional Complexity per Logical Component

primary logical decomposition

51+

26-50

11-25

6-10

1-5

Most Complex Units

Top 50 most complex units

Unit	# lines	McCabe index	# params
def validate_column_mapping() in src/autotrain/app/api_routes.py	190	95	2
def get_task_params() in src/autotrain/app/params.py	227	57	2
def launch_command() in src/autotrain/commands.py	379	57	1
def colab_app() in src/autotrain/app/colab.py	348	51	0
def __post_init__() in src/autotrain/preprocessor/vision.py	34	46	1
def train() in src/autotrain/trainers/tabular/__main__.py	185	39	1
def train() in src/autotrain/trainers/seq2seq/__main__.py	191	37	1
def process_columns() in src/autotrain/trainers/sent_transformers/utils.py	35	32	2
def train() in src/autotrain/trainers/sent_transformers/__main__.py	182	30	1
def train() in src/autotrain/trainers/text_classification/__main__.py	169	30	1
def train() in src/autotrain/trainers/extractive_question_answering/__main__.py	189	29	1
def train() in src/autotrain/trainers/image_classification/__main__.py	173	27	1
def get_params() in src/autotrain/trainers/tabular/utils.py	138	26	3
def train() in src/autotrain/trainers/token_classification/__main__.py	165	26	1
def train() in src/autotrain/trainers/text_regression/__main__.py	162	25	1
def _prepare_dataset() in src/autotrain/trainers/extractive_question_answering/dataset.py	50	25	3
def __post_init__() in src/autotrain/backends/base.py	58	24	1
def process_input_data() in src/autotrain/trainers/clm/utils.py	64	23	1
def get_model() in src/autotrain/trainers/clm/utils.py	124	23	2
def train() in src/autotrain/trainers/object_detection/__main__.py	169	22	1
def train() in src/autotrain/trainers/image_regression/__main__.py	160	22	1
def _poll_nvcf() in src/autotrain/backends/nvcf.py	51	21	8
def __init__() in src/autotrain/cli/run_llm.py	47	21	2
def optimize() in src/autotrain/trainers/tabular/__main__.py	83	20	9
def __post_init__() in src/autotrain/preprocessor/vlm.py	16	20	1
def __post_init__() in src/autotrain/preprocessor/text.py	35	20	1
def __post_init__() in src/autotrain/preprocessor/vision.py	16	20	1
def __post_init__() in src/autotrain/preprocessor/vision.py	16	20	1
def prepare() in src/autotrain/dataset.py	233	19	1
def prepare() in src/autotrain/preprocessor/vlm.py	91	19	1
def __post_init__() in src/autotrain/preprocessor/tabular.py	20	19	1
def validate_params() in src/autotrain/app/api_routes.py	36	18	2
def tabular_munge_data() in src/autotrain/project.py	49	17	2
def run_training() in src/autotrain/utils.py	40	17	4
def __post_init__() in src/autotrain/preprocessor/tabular.py	18	17	1
def object_detection_metrics() in src/autotrain/trainers/object_detection/utils.py	42	16	4
def prepare_qa_validation_features() in src/autotrain/trainers/extractive_question_answering/utils.py	25	16	3
def train() in src/autotrain/trainers/clm/train_clm_default.py	80	15	1
def __post_init__() in src/autotrain/preprocessor/text.py	16	15	1
def __post_init__() in src/autotrain/preprocessor/text.py	16	15	1
def _parse_config() in src/autotrain/parser.py	41	14	1
def __init__() in src/autotrain/cli/run_image_classification.py	31	14	2
def __init__() in src/autotrain/cli/run_object_detection.py	31	14	2
def __init__() in src/autotrain/cli/run_image_regression.py	31	14	2
def __init__() in src/autotrain/cli/run_vlm.py	31	14	2
def __init__() in src/autotrain/cli/run_sent_tranformers.py	31	14	2
def _add_oauth_routes() in src/autotrain/app/oauth.py	44	13	1
def munge() in src/autotrain/app/params.py	27	13	1
def _munge_params_tabular() in src/autotrain/app/params.py	28	13	1
def _process_params_data() in src/autotrain/project.py	27	13	1